{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 初尝试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install selenium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模块准备\n",
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.desired_capabilities import DesiredCapabilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 打开浏览器\n",
    "driver=webdriver.Chrome()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取微信公众号网站\n",
    "driver.get(\"https://mp.weixin.qq.com\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击账号密码登录\n",
    "element=driver.find_element_by_xpath('//a[@class=\"login__type__container__select-type\"]')\n",
    "element.get_attribute('innerHTML')# 不要直接click（）等相关操作，要先通过xpath找到正确的element\n",
    "element.click()\n",
    "# .send_keys(\"python 数据挖掘\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 填写账号、密码信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "payload={\"account\":\"2547083342@qq.com\",\"password\":\"wenshuran.\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 填写账号\n",
    "element=driver.find_element_by_xpath('//input[@name=\"account\"]')\n",
    "element.get_attribute('innerHTML')\n",
    "element.clear()\n",
    "element.send_keys(payload['account'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 填写密码\n",
    "element=driver.find_element_by_xpath('//input[@name=\"password\"]')\n",
    "element.get_attribute('innerHTML')\n",
    "element.clear()\n",
    "element.send_keys(payload['password'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击登录  需要扫码\n",
    "element=driver.find_element_by_xpath('//a[@class=\"btn_login\"]')\n",
    "element.get_attribute('innerHTML')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 展开"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 展开菜单\n",
    "element=driver.find_element_by_xpath('//a[@class=\"weui-desktop-btn__head-opr weui-desktop__unfold-menu-opr\"]')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 点击图文素材\n",
    "element=driver.find_element_by_xpath('/html/body/div[2]/div/div[2]/div/div/ul/li[2]/ul/li[1]/a/span/span')\n",
    "element.get_attribute('innerHTML')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击+号\n",
    "element=driver.find_element_by_xpath('/html/body/div[2]/div/div[3]/div/div/div[2]/div[2]/div[3]/div[2]/div/div/div/div[1]/div/div/div[1]/i')\n",
    "element.get_attribute('innerHTML')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<i class=\"icon-svg-editor-appmsg\"></i>                                  写新图文                                '"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "element =driver.find_element_by_xpath('//*[text()[contains(.,\"写新图文\")]]')\n",
    "driver.execute_script(\"arguments[0].click\", element)\n",
    "element.get_attribute('innerHTML')\n",
    "# element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 跳转窗口"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CDwindow-0743DBDD1DA52FD23DC026383029861F',\n",
       " 'CDwindow-016D86B4DBD47E0A83F0C0B165050A33']"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 查看窗口\n",
    "driver.window_handles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-44-b24a4b09c9a8>:2: DeprecationWarning: use driver.switch_to.window instead\n",
      "  driver.switch_to_window(driver.window_handles[1])\n"
     ]
    }
   ],
   "source": [
    "# 跳转到第二个页面\n",
    "driver.switch_to_window(driver.window_handles[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击超链接\n",
    "element=driver.find_element_by_xpath('/html/body/div[1]/div/div/div/div[2]/div[2]/div/ul[2]/li[1]')\n",
    "element.get_attribute('innerHTML')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击选择其他公众号\n",
    "element=driver.find_element_by_xpath('/html/body/div[2]/div/div/div/div/div[6]/div[2]/div[1]/div/div[2]/div[2]/form[1]/div[3]/div/div/p/div/button')\n",
    "element.get_attribute('innerHTML')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 选择目标公众号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 输入查找知乎\n",
    "driver.find_element_by_xpath('/html/body/div[2]/div/div/div/div/div[6]/div[2]/div[1]/div/div[2]/div[2]/form[1]/div[3]/div/div/div/div/span/input').clear()\n",
    "driver.find_element_by_xpath('/html/body/div[2]/div/div/div/div/div[6]/div[2]/div[1]/div/div[2]/div[2]/form[1]/div[3]/div/div/div/div/span/input').send_keys(\"知乎\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<div class=\"weui-desktop-icon weui-desktop-icon__search weui-desktop-icon__small\" style=\"width: 20px; height: 20px;\"><!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!---->     <svg viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"><title>MP/Icon/Search</title> <g id=\"MP/Icon/Search\" stroke=\"none\" stroke-width=\"1\" fill=\"none\" fill-rule=\"evenodd\"><path d=\"M5.78025253,5.78248558 C8.51392257,3.04881554 12.9460774,3.04881554 15.6797475,5.78248558 C18.1730922,8.27583028 18.3922898,12.1821488 16.3373403,14.9239313 L20.6294949,19.2175144 L19.2152814,20.631728 L14.922508,16.3389663 C12.180685,18.394566 8.27384272,18.1755707 5.78025253,15.6819805 C3.04658249,12.9483105 3.04658249,8.51615562 5.78025253,5.78248558 Z M6.8409127,6.84314575 C4.6930291,8.99102935 4.6930291,12.4734367 6.8409127,14.6213203 C8.98879631,16.7692039 12.4712037,16.7692039 14.6190873,14.6213203 C16.7669709,12.4734367 16.7669709,8.99102935 14.6190873,6.84314575 C12.4712037,4.69526215 8.98879631,4.69526215 6.8409127,6.84314575 Z\" id=\"形状\"></path></g></svg> <!----> <!----> <!----> <!----> <!----></div>\n"
     ]
    }
   ],
   "source": [
    "## 点击放大镜搜索\n",
    "element = driver.find_element_by_xpath('/html/body/div[2]/div/div/div/div/div[6]/div[2]/div[1]/div/div[2]/div[2]/form[1]/div[3]/div/div/div/div/span/span/button[2]')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/ecKkzxEZbpqE1NEQBagw0ibibtceWNPm9B92j8lN5Iv19KeZleXRWEKDMSM3KLX6NSOGrwstS9b0E5AfQbEibu56g/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">知乎</strong> <i class=\"inner_link_account_wechat\">微信号：zhihu</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">服务号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/sz_mmbiz_png/hFB4FUPIIlIJvoUAg5vRbgP6330DQUQFpziaMoXPEbPRUX9gVuxbhVVHgc1RLTVMmHvSFib8ibb5TIfibeIQZ73tZQ/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">知乎日报</strong> <i class=\"inner_link_account_wechat\">微信号：zhihuribao</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/kmpRkLBsApr6oqpPcrj4wbArDgEpUGicb4MO70Eeqb7LOD1HIULvS2ULjicpP4nSLbC1wwliaONIQJGbJFSuGZATQ/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">知乎实验室</strong> <i class=\"inner_link_account_wechat\">微信号：zhihu_live</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/hEiazTfp1NiaMODIDsZB6YtDPknAoUowZK3FCw0hbywJTcdFzP5Y8cia3EHxw3dDCO9F0ibbEjJJyBjtgwZnlO7cxQ/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">知乎青春派</strong> <i class=\"inner_link_account_wechat\">微信号：zhihuyoung</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">服务号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/B0hWianOTnBE6A7lEIicbweu2rcsECUzJXdKJibMdmkkxxrTnnJGMx7YELVPzmgRcickO3HYebv1v01VMU8uq6ayXg/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">知乎盐选会员</strong> <i class=\"inner_link_account_wechat\">微信号：zhihulive</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">服务号</div></li>\n"
     ]
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('/html/body/div[2]/div/div/div/div/div[6]/div[2]/div[1]/div/div[2]/div[2]/form[1]/div[3]/div/div/div/div[2]/ul')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "公众号SERP = main_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 解析\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from lxml.html import fromstring\n",
    "import time\n",
    "from random import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "root = fromstring(公众号SERP) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nickname</th>\n",
       "      <th>wechat</th>\n",
       "      <th>img</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>知乎</td>\n",
       "      <td>微信号：zhihu</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/ecKkzxEZbpqE1NE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>知乎日报</td>\n",
       "      <td>微信号：zhihuribao</td>\n",
       "      <td>http://mmbiz.qpic.cn/sz_mmbiz_png/hFB4FUPIIlIJ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>知乎实验室</td>\n",
       "      <td>微信号：zhihu_live</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/kmpRkLBsApr6oqp...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>知乎青春派</td>\n",
       "      <td>微信号：zhihuyoung</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/hEiazTfp1NiaMOD...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>知乎盐选会员</td>\n",
       "      <td>微信号：zhihulive</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/B0hWianOTnBE6A7...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  nickname          wechat                                                img\n",
       "0       知乎       微信号：zhihu  http://mmbiz.qpic.cn/mmbiz_png/ecKkzxEZbpqE1NE...\n",
       "1     知乎日报  微信号：zhihuribao  http://mmbiz.qpic.cn/sz_mmbiz_png/hFB4FUPIIlIJ...\n",
       "2    知乎实验室  微信号：zhihu_live  http://mmbiz.qpic.cn/mmbiz_png/kmpRkLBsApr6oqp...\n",
       "3    知乎青春派  微信号：zhihuyoung  http://mmbiz.qpic.cn/mmbiz_png/hEiazTfp1NiaMOD...\n",
       "4   知乎盐选会员   微信号：zhihulive  http://mmbiz.qpic.cn/mmbiz_png/B0hWianOTnBE6A7..."
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "主 = root.xpath('//li[@class=\"inner_link_account_item\"]')\n",
    "\n",
    "account_list = []\n",
    "for e in 主:\n",
    "    account_nickname = e.xpath('./div/strong[@class=\"inner_link_account_nickname\"]')[0].text\n",
    "    account_wechat = e.xpath('./div/i[@class=\"inner_link_account_wechat\"]')[0].text\n",
    "    account_img = e.xpath('./div/img/@src')[0]\n",
    "    account = {\"nickname\": account_nickname, \"wechat\": account_wechat, \"img\": account_img,}\n",
    "    account_list.append(account)\n",
    "\n",
    "df_account = pd.DataFrame(account_list)\n",
    "df_account"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/ecKkzxEZbpqE1NEQBagw0ibibtceWNPm9B92j8lN5Iv19KeZleXRWEKDMSM3KLX6NSOGrwstS9b0E5AfQbEibu56g/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">知乎</strong> <i class=\"inner_link_account_wechat\">微信号：zhihu</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">服务号</div>\n"
     ]
    }
   ],
   "source": [
    "# 选择知乎\n",
    "element = driver.find_element_by_xpath('//ul[@class=\"inner_link_account_list\"]/li')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 61]\n",
      "False\n"
     ]
    }
   ],
   "source": [
    "# 跳转上限\n",
    "l_e = driver.find_elements_by_xpath('//label[@class=\"weui-desktop-pagination__num\"]')\n",
    "l_e_int  = [int(x.text) for x in l_e] \n",
    "print (l_e_int)\n",
    "print (l_e_int[0]==l_e_int[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61]\n"
     ]
    }
   ],
   "source": [
    "pages = list(range(l_e_int[0],l_e_int[-1]+1 ))\n",
    "#print(pages[0:2])\n",
    "pages = list(range(1,l_e_int[-1]+1 ))\n",
    "print(pages)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 循环遍历"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# global varialbes \n",
    "html_raw = dict()\n",
    "main_content =\"\"\n",
    "element = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_pages (pages):\n",
    "    for p in pages:\n",
    "        print (p,end='\\t')\n",
    "\n",
    "        跳转_input = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/input')\n",
    "        跳转_a = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/a')\n",
    "        跳转_input.clear()\n",
    "        跳转_input.send_keys(p)\n",
    "        跳转_a.click()\n",
    "\n",
    "        time.sleep(8+12*random())\n",
    "\n",
    "        element = driver.find_element_by_xpath('//div[@class=\"inner_link_article_list\"]')\n",
    "        main_content = element.get_attribute('innerHTML')\n",
    "        #print(main_content)\n",
    "        html_raw[p] = main_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\t2\t3\t4\t5\t6\t7\t8\t9\t10\t11\t12\t13\t14\t15\t16\t17\t18\t19\t20\t21\t22\t23\t24\t25\t26\t27\t28\t29\t30\t31\t32\t33\t34\t35\t36\t37\t38\t39\t40\t41\t42\t43\t44\t45\t46\t47\t48\t49\t50\t51\t52\t53\t54\t55\t56\t57\t58\t59\t60\t61\t"
     ]
    }
   ],
   "source": [
    "process_pages(pages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>html_snippets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>61 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        html_snippets\n",
       "1   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "2   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "3   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "4   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "5   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "..                                                ...\n",
       "57  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "58  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "59  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "60  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "61  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "\n",
       "[61 rows x 1 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame([html_raw]).T\n",
    "df.columns = [\"html_snippets\"]\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 获取信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "公众号 = \"知乎\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = { \"output\" : { \"公众号_htm_snippets\": \"data_raw_src/公众号_htm_snippets_{公众号}.tsv\",\n",
    "                    \"公众号_df\": \"data_raw_src/公众号_df_{公众号}.tsv\",\n",
    "                    \"公众号_xlsx\": \"data_sets/公众号_url_{公众号}.xlsx\" } \\\n",
    "      }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = fn [\"output\"] [\"公众号_htm_snippets\"] \n",
    "df.to_csv(filename.format(公众号=公众号), sep=\"\\t\", encoding=\"utf8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def parse_html_snippets(_snippet_):\n",
    "    root = fromstring(_snippet_) \n",
    "    title = [x.text for x in root.xpath('//div[@class=\"inner_link_article_title\"]/span[2]')]\n",
    "#     print(title)\n",
    "    create_time = [x.text for x in root.xpath('//div[@class=\"inner_link_article_date\"]')]\n",
    "    link = [x for x in root.xpath('//a/@href')]\n",
    "    _df_ = pd.DataFrame({\"title\":title, \"create_time\": create_time, \"link\":link})\n",
    "    return(_df_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17,19,10,16,18,15,15,13,14,15,23,19,21,17,19,21,27,32,31,28,35,28,21,21,22,22,20,20,25,25,24,22,17,10,11,17,15,17,12,14,16,19,19,16,7,12,8,14,15,12,11,10,10,11,15,14,13,12,9,12,11,"
     ]
    }
   ],
   "source": [
    "l_df = []\n",
    "for p in pages:\n",
    "    _df_ = parse_html_snippets(df.loc[p,\"html_snippets\"])\n",
    "    print (len(_df_), end=\",\")\n",
    "    l_df.append(_df_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>它看似平平无奇，却改变了所有人的生活</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>向你提问的，都是中国顶尖科学家</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>科普视频大赛，这次可是国际级别</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>学科学，打卡大装置创作集卡活动</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>要亲眼目睹科学盛典，就在下周六</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>答应我，一起与大国逐梦星辰大海</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>案头工作放一旁，回顾高能盐沙龙</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>普通人如何从零开始，迅速成为一名网红？</td>\n",
       "      <td>2021-05-21</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>人类为什么会通过送花表达爱意？</td>\n",
       "      <td>2021-05-21</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>如果我拉出的翔都变成等重量的金条，会怎样？</td>\n",
       "      <td>2021-05-21</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>哪一刻你发现青年正在悄悄改变社会？</td>\n",
       "      <td>2021-05-12</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    title create_time  \\\n",
       "0      它看似平平无奇，却改变了所有人的生活  2021-05-27   \n",
       "1         向你提问的，都是中国顶尖科学家  2021-05-27   \n",
       "2         科普视频大赛，这次可是国际级别  2021-05-27   \n",
       "3         学科学，打卡大装置创作集卡活动  2021-05-27   \n",
       "4         要亲眼目睹科学盛典，就在下周六  2021-05-27   \n",
       "5         答应我，一起与大国逐梦星辰大海  2021-05-27   \n",
       "6         案头工作放一旁，回顾高能盐沙龙  2021-05-27   \n",
       "7     普通人如何从零开始，迅速成为一名网红？  2021-05-21   \n",
       "8         人类为什么会通过送花表达爱意？  2021-05-21   \n",
       "9   如果我拉出的翔都变成等重量的金条，会怎样？  2021-05-21   \n",
       "10      哪一刻你发现青年正在悄悄改变社会？  2021-05-12   \n",
       "\n",
       "                                                 link  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "1   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "2   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "3   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "4   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "5   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "6   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "7   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "8   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "9   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "10  http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out = pd.concat(l_df).reset_index(drop=True)\n",
    "df_url_out.loc[0:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 存表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>它看似平平无奇，却改变了所有人的生活</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>向你提问的，都是中国顶尖科学家</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>科普视频大赛，这次可是国际级别</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>学科学，打卡大装置创作集卡活动</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>要亲眼目睹科学盛典，就在下周六</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>那些值得关注的公共帐号</td>\n",
       "      <td>2014-01-19</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>想到什么搜什么！</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>【官方出品】把知乎装进口袋里</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>【知乎日报】明白人说新鲜事</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>【推荐】值得关注的公众号</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1054 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   title create_time  \\\n",
       "0     它看似平平无奇，却改变了所有人的生活  2021-05-27   \n",
       "1        向你提问的，都是中国顶尖科学家  2021-05-27   \n",
       "2        科普视频大赛，这次可是国际级别  2021-05-27   \n",
       "3        学科学，打卡大装置创作集卡活动  2021-05-27   \n",
       "4        要亲眼目睹科学盛典，就在下周六  2021-05-27   \n",
       "...                  ...         ...   \n",
       "1049         那些值得关注的公共帐号  2014-01-19   \n",
       "1050            想到什么搜什么！  2013-12-25   \n",
       "1051      【官方出品】把知乎装进口袋里  2013-12-25   \n",
       "1052       【知乎日报】明白人说新鲜事  2013-12-25   \n",
       "1053        【推荐】值得关注的公众号  2013-12-25   \n",
       "\n",
       "                                                   link  \n",
       "0     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "1     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "2     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "3     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "4     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "...                                                 ...  \n",
       "1049  http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "1050  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "1051  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "1052  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "1053  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "\n",
       "[1054 rows x 3 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 存表格\n",
    "with pd.ExcelWriter('知乎公众号数据.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_url_out.to_excel(writer,sheet_name=\"文章\")\n",
    "display(df_url_out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 详细页处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模块准备\n",
    "from requests_html import HTMLSession\n",
    "import requests_html\n",
    "import urllib.parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201834747&idx=1&sn=e40813315524bf19cf3c964d5f9ca850&chksm=fa7c6361cd0bea7786bb260c33626c11acf3ed4acbe1131ef561ac1e6a66650284d039f46343#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201834747&idx=2&sn=d1e5410b831d72af1ca23c8740f9b494&chksm=fa7c6361cd0bea77145aa95e290220e88645fd2cbdfb19e24c9a34befb4a3214a6b62dcda05e#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201834747&idx=3&sn=5b032ac9d79919bd1043ab4fb2eb7b71&chksm=fa7c6361cd0bea77fe54aa8e1fe0617c80098a57294552eb42d2d2c826d1c34cd95e1daa2628#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201679052&idx=1&sn=617935a0f62a76d6b72edaabcbb8ff0e&chksm=fa7ec356cd094a402ef4849380fc162aa7db13ac88f1a3a958081ca744517a13a483cd3a990a#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201679052&idx=2&sn=780ddbafad89a8eeddc3e5219f7f4d86&chksm=fa7ec356cd094a40ec4bd3000e50f5b9c239961254197c3f06f8ef17a649423929b4bcf8e609#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201679052&idx=3&sn=89a86aff53a343f18c74e8af35adfc88&chksm=fa7ec356cd094a40bd6ed84575a146e41f16b7f74573bc606ae071ba8e1c67ff1a749e3fdbe1#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201636897&idx=1&sn=7c18187efb235eb9696c049336097359&chksm=fa7f1fbbcd0896ad701bf8c24c9b57e901b38d72cfbf27978d67734a9e034df09b7ceab7212c#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201636897&idx=2&sn=dbeb6b256ca17dba3bffe1fa2a0524bd&chksm=fa7f1fbbcd0896ad8df69608671389e2f3178a4b743c41bb1f76e05a5c4110d2630474f732b5#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201636897&idx=3&sn=a195c86f73104f654eb1a8c69ebf1911&chksm=fa7f1fbbcd0896ad791615747792199f98195a749bc01160adb486701cc5376eb6453d2ac0c0#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201593892&idx=1&sn=38802a6855480d28f1e31536e9072600&chksm=fa7fb7becd083ea8d040b3de62000fa2f4ec06f7d4735f8fb1bc327747ddd17bef6699d0f050#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201593892&idx=2&sn=1b944f232747ce5a4343e1b07224eb0a&chksm=fa7fb7becd083ea80215892084287a5c158c7f9d2f232554211a5902649f74f6e894ed1ca47d#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201593892&idx=3&sn=55eefe629ed98c8948fb5489e910c484&chksm=fa7fb7becd083ea8938fbb2b22504b2945b7c75521b2e110bb3b5f4ec543fd32e634ea2c5276#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201514583&idx=1&sn=2a622554a7a8a70700de1bcbfc5d4c9b&chksm=fa797dcdcd0ef4dbfdaccac02df7f6a9360cc7ca15bd4d40982dd9dd0d60b6a2c61fe56969a0#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201514583&idx=2&sn=65de693c923234ec43ae90d3fd2fd704&chksm=fa797dcdcd0ef4dbf4af0a8c81179a32e0dbd391e9f9f62b0e086c8257249486c560b79faefd#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201514583&idx=3&sn=af1738d6a84d99d5be9b3df8d7c67e28&chksm=fa797dcdcd0ef4dbf4912a49d30c25dda2ad88a3840aabf13e5727eb7ba443ace62d948ec532#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201438752&idx=1&sn=643d2687639ffdcb7780c407eacc4d11&chksm=fa7a15bacd0d9cac35940fb0c9a13e5c2a811e5353598a66b0acaf6f4c0b2d4facac22e00a17#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201438752&idx=2&sn=79eb52461c820aae5fdff95995404317&chksm=fa7a15bacd0d9cace595f88db753236750190cf219367b93f6281ed70b9c8b40ec586fc2f2a1#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201373009&idx=1&sn=d94c514046b6d44fd4c3c5c560969634&chksm=fa7b16cbcd0c9fdda59a76baba74fd9e5ac45193d98395234ca264310ce6cecef56e73c3e101#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201320446&idx=1&sn=6c7f1c728f6a783fd973dc8495adcded&chksm=fd844464caf3cd72a178e241525479a6f956ef4e977f092e3940f79ee1fc0125dab31ed1456e#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=201320446&idx=2&sn=91f202076a5e7efa951e025ec48cf1a8&chksm=fd844464caf3cd72e561ca54a34709cfe6367634b00ea81bd1b05b2a1b0ecf5c7ddab4dfa4eb#rd',\n",
       " ...]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 取出链接\n",
    "url_list=df_url_out[\"link\"].to_list()\n",
    "url_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ==&mid=2651424372&idx=3&sn=06634e6bb5bb86980de155aa6859612d&chksm=687225ee5f05acf8d063019e2c46eea11db5c626fd416a3bd56287be771d56e7ce57431d3b07#rd\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'多年以后，我才知道这些影视剧中的配角有多经典'"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "标题=r.html.xpath('//div[@class=\"rich_media_wrp\"]/h2/text()')\n",
    "# 标题\n",
    "标题_清理=\"\".join(标题).replace('\\\\n','').replace('\\n','').replace(' ','')\n",
    "标题_清理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'这个年代，手机就像个变形金刚，随时变成你想要的东西。圣诞节，知乎的礼物不能在半夜送达，就给大家推荐几个微信公众号吧，它们或有用或有趣，为你的手机装备上，约会前做好准备。★我的印象笔记:myyxbj★印着大象的笔记，你我都在用。但除了「印象笔记」这个每天发送工作高效、身体健康的贴心提示外，还有一个有趣的「我的印象笔记」帐号。微信里的所有消息—不管朋友的犀利吐槽，还是公众号的好文章，「我的印象笔记」帮你保存，大象就是这么靠谱。★罗辑思维：luojisw★每天早晨六点四十你在做什么？还在睡梦中吧。这整整一年的每个清晨，老罗都会给你分享一分钟音频，内容摘自他的知识型脱口秀节目，有种、有趣、有料。一早听完鼓起勇气起床来，觉得又可以充满元气地继续战斗了。★出门问问：chumenwenwen★生活里的吃喝玩乐，可以尝试发语音给「出门问问」：「附近哪有好吃的？」「来首歌吧」「最近的ATM哪里呀？」语音发出去，完美方案即刻收到。还有即将上线的春运版出门问问app，包含2014抢票攻略。圣诞节来了，过年还会远吗？★槽边往事★网络江湖上，和菜头是个厉害的角色，离开了微博的他去了哪里？槽边往事，和菜头的微信blog，分享各种资讯，写杂乱生活里一切有趣的发现。偶尔读首诗、唱支歌，他的每篇文章后面都有这样一句话：「请你相信我，我所说的每一句话，都是错的」。你在卖萌，我们懂的。★壹读：yiduiread★壹读原来是本杂志，但编辑中有人拍电影，有人做编剧，还有的做视频…这样一伙人凑在一起玩杂志，玩着玩着，就出现了「壹读」这样一个微信公众号，他们专门负责陪你轻松聊时事，轻幽默，有情趣。最后，祝快乐，知乎爱你们。'"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "内容=r.html.xpath('//div[@class=\"rich_media_content\"]//text()')\n",
    "内容\n",
    "内容_清理=\"\".join(内容).replace('\\\\n','').replace(' ','').replace('\\n','').replace('\\xa0\\xa0','')\n",
    "内容_清理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df = []\n",
    "df={}\n",
    "for url in url_list:\n",
    "    session = HTMLSession()\n",
    "    r = session.get(url)\n",
    "    标题=r.html.xpath('//div[@class=\"rich_media_wrp\"]/h2/text()')\n",
    "    内容=r.html.xpath('//div[@class=\"rich_media_content\"]//text()')\n",
    "    标题_清理=\"\".join(标题).replace('\\\\n','').replace('\\n','').replace(' ','')\n",
    "    内容_清理=\"\".join(内容).replace('\\\\n','').replace(' ','').replace('\\n','').replace('\\xa0\\xa0','')\n",
    "\n",
    "    df[\"标题\"] = 标题_清理\n",
    "    df[\"内容\"] = 内容_清理\n",
    "    df[\"链接\"] = url    \n",
    "    df_zong = pd.DataFrame(df,index=[0])\n",
    "    list_df.append(df_zong)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>标题</th>\n",
       "      <th>内容</th>\n",
       "      <th>链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>它看似平平无奇，却改变了所有人的生活</td>\n",
       "      <td>一个冷知识：你知道Wi-Fi是怎么发明出来的吗？不是网络服务商开发，也不是通信从业者研发，是...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>向你提问的，都是中国顶尖科学家</td>\n",
       "      <td>在科幻小说《三体》中，地球的基础理论研究被三体文明锁死，所有科技发展停滞不前，三体文明以此对...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>科普视频大赛，这次可是国际级别</td>\n",
       "      <td>如果你稍加留意，或许会发现人类的进步，其实源自于对无知的克服，从认识到我们所处的世界，从解密...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>学科学，打卡大装置创作集卡活动</td>\n",
       "      <td>中国都有哪些大科学装置？它们有多牛？你可能见过贵州深山老林间的这口「大锅」，它是遥观宇宙的「...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>要亲眼目睹科学盛典，就在下周六</td>\n",
       "      <td>面对生活里的一切未知你是否期待一个机会？一个能够与科学家们共同寻找答案的机会？每一年，知乎的...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>那些值得关注的公共帐号</td>\n",
       "      <td>不久之后就是春节，和远方的家人团聚，谈论这一年的起起落落。浸在琐碎日常里，有价值的阅读显得更...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>想到什么搜什么！</td>\n",
       "      <td>知乎微信可以怎么用？点击「阅读原文」，一起加入知乎~</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>【官方出品】把知乎装进口袋里</td>\n",
       "      <td>知乎是什么？点击「阅读原文」立刻获得「知乎」客户端~</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>【知乎日报】明白人说新鲜事</td>\n",
       "      <td>为什么要阅读知乎日报？点击「阅读原文」立刻获得「知乎日报」客户端~</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>【推荐】值得关注的公众号</td>\n",
       "      <td>这个年代，手机就像个变形金刚，随时变成你想要的东西。圣诞节，知乎的礼物不能在半夜送达，就给大...</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1054 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    标题                                                 内容  \\\n",
       "0   它看似平平无奇，却改变了所有人的生活  一个冷知识：你知道Wi-Fi是怎么发明出来的吗？不是网络服务商开发，也不是通信从业者研发，是...   \n",
       "0      向你提问的，都是中国顶尖科学家  在科幻小说《三体》中，地球的基础理论研究被三体文明锁死，所有科技发展停滞不前，三体文明以此对...   \n",
       "0      科普视频大赛，这次可是国际级别  如果你稍加留意，或许会发现人类的进步，其实源自于对无知的克服，从认识到我们所处的世界，从解密...   \n",
       "0      学科学，打卡大装置创作集卡活动  中国都有哪些大科学装置？它们有多牛？你可能见过贵州深山老林间的这口「大锅」，它是遥观宇宙的「...   \n",
       "0      要亲眼目睹科学盛典，就在下周六  面对生活里的一切未知你是否期待一个机会？一个能够与科学家们共同寻找答案的机会？每一年，知乎的...   \n",
       "..                 ...                                                ...   \n",
       "0          那些值得关注的公共帐号  不久之后就是春节，和远方的家人团聚，谈论这一年的起起落落。浸在琐碎日常里，有价值的阅读显得更...   \n",
       "0             想到什么搜什么！                         知乎微信可以怎么用？点击「阅读原文」，一起加入知乎~   \n",
       "0       【官方出品】把知乎装进口袋里                         知乎是什么？点击「阅读原文」立刻获得「知乎」客户端~   \n",
       "0        【知乎日报】明白人说新鲜事                  为什么要阅读知乎日报？点击「阅读原文」立刻获得「知乎日报」客户端~   \n",
       "0         【推荐】值得关注的公众号  这个年代，手机就像个变形金刚，随时变成你想要的东西。圣诞节，知乎的礼物不能在半夜送达，就给大...   \n",
       "\n",
       "                                                   链接  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "..                                                ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "0   http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "0   http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "0   http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "0   http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "\n",
       "[1054 rows x 3 columns]"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_all = pd.concat(list_df)\n",
    "df_all"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 详细页存储"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>标题</th>\n",
       "      <th>内容</th>\n",
       "      <th>链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>它看似平平无奇，却改变了所有人的生活</td>\n",
       "      <td>一个冷知识：你知道Wi-Fi是怎么发明出来的吗？不是网络服务商开发，也不是通信从业者研发，是...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>向你提问的，都是中国顶尖科学家</td>\n",
       "      <td>在科幻小说《三体》中，地球的基础理论研究被三体文明锁死，所有科技发展停滞不前，三体文明以此对...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>科普视频大赛，这次可是国际级别</td>\n",
       "      <td>如果你稍加留意，或许会发现人类的进步，其实源自于对无知的克服，从认识到我们所处的世界，从解密...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>学科学，打卡大装置创作集卡活动</td>\n",
       "      <td>中国都有哪些大科学装置？它们有多牛？你可能见过贵州深山老林间的这口「大锅」，它是遥观宇宙的「...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>要亲眼目睹科学盛典，就在下周六</td>\n",
       "      <td>面对生活里的一切未知你是否期待一个机会？一个能够与科学家们共同寻找答案的机会？每一年，知乎的...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>那些值得关注的公共帐号</td>\n",
       "      <td>不久之后就是春节，和远方的家人团聚，谈论这一年的起起落落。浸在琐碎日常里，有价值的阅读显得更...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>想到什么搜什么！</td>\n",
       "      <td>知乎微信可以怎么用？点击「阅读原文」，一起加入知乎~</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>【官方出品】把知乎装进口袋里</td>\n",
       "      <td>知乎是什么？点击「阅读原文」立刻获得「知乎」客户端~</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>【知乎日报】明白人说新鲜事</td>\n",
       "      <td>为什么要阅读知乎日报？点击「阅读原文」立刻获得「知乎日报」客户端~</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>【推荐】值得关注的公众号</td>\n",
       "      <td>这个年代，手机就像个变形金刚，随时变成你想要的东西。圣诞节，知乎的礼物不能在半夜送达，就给大...</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1054 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    标题                                                 内容  \\\n",
       "0   它看似平平无奇，却改变了所有人的生活  一个冷知识：你知道Wi-Fi是怎么发明出来的吗？不是网络服务商开发，也不是通信从业者研发，是...   \n",
       "0      向你提问的，都是中国顶尖科学家  在科幻小说《三体》中，地球的基础理论研究被三体文明锁死，所有科技发展停滞不前，三体文明以此对...   \n",
       "0      科普视频大赛，这次可是国际级别  如果你稍加留意，或许会发现人类的进步，其实源自于对无知的克服，从认识到我们所处的世界，从解密...   \n",
       "0      学科学，打卡大装置创作集卡活动  中国都有哪些大科学装置？它们有多牛？你可能见过贵州深山老林间的这口「大锅」，它是遥观宇宙的「...   \n",
       "0      要亲眼目睹科学盛典，就在下周六  面对生活里的一切未知你是否期待一个机会？一个能够与科学家们共同寻找答案的机会？每一年，知乎的...   \n",
       "..                 ...                                                ...   \n",
       "0          那些值得关注的公共帐号  不久之后就是春节，和远方的家人团聚，谈论这一年的起起落落。浸在琐碎日常里，有价值的阅读显得更...   \n",
       "0             想到什么搜什么！                         知乎微信可以怎么用？点击「阅读原文」，一起加入知乎~   \n",
       "0       【官方出品】把知乎装进口袋里                         知乎是什么？点击「阅读原文」立刻获得「知乎」客户端~   \n",
       "0        【知乎日报】明白人说新鲜事                  为什么要阅读知乎日报？点击「阅读原文」立刻获得「知乎日报」客户端~   \n",
       "0         【推荐】值得关注的公众号  这个年代，手机就像个变形金刚，随时变成你想要的东西。圣诞节，知乎的礼物不能在半夜送达，就给大...   \n",
       "\n",
       "                                                   链接  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "..                                                ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "0   http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "0   http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "0   http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "0   http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "\n",
       "[1054 rows x 3 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 存表格\n",
    "with pd.ExcelWriter('知乎公众号详细页数据.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer,sheet_name=\"数据\")\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>它看似平平无奇，却改变了所有人的生活</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
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       "      <td>1</td>\n",
       "      <td>向你提问的，都是中国顶尖科学家</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>科普视频大赛，这次可是国际级别</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>学科学，打卡大装置创作集卡活动</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>要亲眼目睹科学盛典，就在下周六</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>1049</td>\n",
       "      <td>那些值得关注的公共帐号</td>\n",
       "      <td>2014-01-19</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>1050</td>\n",
       "      <td>想到什么搜什么！</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>1051</td>\n",
       "      <td>【官方出品】把知乎装进口袋里</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>1052</td>\n",
       "      <td>【知乎日报】明白人说新鲜事</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>1053</td>\n",
       "      <td>【推荐】值得关注的公众号</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1054 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0               title create_time  \\\n",
       "0              0  它看似平平无奇，却改变了所有人的生活  2021-05-27   \n",
       "1              1     向你提问的，都是中国顶尖科学家  2021-05-27   \n",
       "2              2     科普视频大赛，这次可是国际级别  2021-05-27   \n",
       "3              3     学科学，打卡大装置创作集卡活动  2021-05-27   \n",
       "4              4     要亲眼目睹科学盛典，就在下周六  2021-05-27   \n",
       "...          ...                 ...         ...   \n",
       "1049        1049         那些值得关注的公共帐号  2014-01-19   \n",
       "1050        1050            想到什么搜什么！  2013-12-25   \n",
       "1051        1051      【官方出品】把知乎装进口袋里  2013-12-25   \n",
       "1052        1052       【知乎日报】明白人说新鲜事  2013-12-25   \n",
       "1053        1053        【推荐】值得关注的公众号  2013-12-25   \n",
       "\n",
       "                                                   link  \n",
       "0     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "1     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "2     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "3     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "4     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "...                                                 ...  \n",
       "1049  http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "1050  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "1051  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "1052  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "1053  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "\n",
       "[1054 rows x 4 columns]"
      ]
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    {
     "data": {
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       "      <td>它看似平平无奇，却改变了所有人的生活</td>\n",
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       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
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       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
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       "      <td>0</td>\n",
       "      <td>那些值得关注的公共帐号</td>\n",
       "      <td>不久之后就是春节，和远方的家人团聚，谈论这一年的起起落落。浸在琐碎日常里，有价值的阅读显得更...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>0</td>\n",
       "      <td>想到什么搜什么！</td>\n",
       "      <td>知乎微信可以怎么用？点击「阅读原文」，一起加入知乎~</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
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       "      <th>1051</th>\n",
       "      <td>0</td>\n",
       "      <td>【官方出品】把知乎装进口袋里</td>\n",
       "      <td>知乎是什么？点击「阅读原文」立刻获得「知乎」客户端~</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>0</td>\n",
       "      <td>【知乎日报】明白人说新鲜事</td>\n",
       "      <td>为什么要阅读知乎日报？点击「阅读原文」立刻获得「知乎日报」客户端~</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>0</td>\n",
       "      <td>【推荐】值得关注的公众号</td>\n",
       "      <td>这个年代，手机就像个变形金刚，随时变成你想要的东西。圣诞节，知乎的礼物不能在半夜送达，就给大...</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1054 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0                  标题  \\\n",
       "0              0  它看似平平无奇，却改变了所有人的生活   \n",
       "1              0     向你提问的，都是中国顶尖科学家   \n",
       "2              0     科普视频大赛，这次可是国际级别   \n",
       "3              0     学科学，打卡大装置创作集卡活动   \n",
       "4              0     要亲眼目睹科学盛典，就在下周六   \n",
       "...          ...                 ...   \n",
       "1049           0         那些值得关注的公共帐号   \n",
       "1050           0            想到什么搜什么！   \n",
       "1051           0      【官方出品】把知乎装进口袋里   \n",
       "1052           0       【知乎日报】明白人说新鲜事   \n",
       "1053           0        【推荐】值得关注的公众号   \n",
       "\n",
       "                                                     内容  \\\n",
       "0     一个冷知识：你知道Wi-Fi是怎么发明出来的吗？不是网络服务商开发，也不是通信从业者研发，是...   \n",
       "1     在科幻小说《三体》中，地球的基础理论研究被三体文明锁死，所有科技发展停滞不前，三体文明以此对...   \n",
       "2     如果你稍加留意，或许会发现人类的进步，其实源自于对无知的克服，从认识到我们所处的世界，从解密...   \n",
       "3     中国都有哪些大科学装置？它们有多牛？你可能见过贵州深山老林间的这口「大锅」，它是遥观宇宙的「...   \n",
       "4     面对生活里的一切未知你是否期待一个机会？一个能够与科学家们共同寻找答案的机会？每一年，知乎的...   \n",
       "...                                                 ...   \n",
       "1049  不久之后就是春节，和远方的家人团聚，谈论这一年的起起落落。浸在琐碎日常里，有价值的阅读显得更...   \n",
       "1050                         知乎微信可以怎么用？点击「阅读原文」，一起加入知乎~   \n",
       "1051                         知乎是什么？点击「阅读原文」立刻获得「知乎」客户端~   \n",
       "1052                  为什么要阅读知乎日报？点击「阅读原文」立刻获得「知乎日报」客户端~   \n",
       "1053  这个年代，手机就像个变形金刚，随时变成你想要的东西。圣诞节，知乎的礼物不能在半夜送达，就给大...   \n",
       "\n",
       "                                                     链接  \n",
       "0     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "1     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "2     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "3     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "4     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "...                                                 ...  \n",
       "1049  http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...  \n",
       "1050  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "1051  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "1052  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "1053  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...  \n",
       "\n",
       "[1054 rows x 4 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_知乎 = pd.read_excel(\"知乎公众号数据.xlsx\")\n",
    "df_知乎详细页 = pd.read_excel(\"知乎公众号详细页数据.xlsx\")\n",
    "display(df_知乎)\n",
    "display(df_知乎详细页)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 合并两个表格并存储"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "      <th>内容</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>它看似平平无奇，却改变了所有人的生活</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>一个冷知识：你知道Wi-Fi是怎么发明出来的吗？不是网络服务商开发，也不是通信从业者研发，是...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>向你提问的，都是中国顶尖科学家</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>在科幻小说《三体》中，地球的基础理论研究被三体文明锁死，所有科技发展停滞不前，三体文明以此对...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>科普视频大赛，这次可是国际级别</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>如果你稍加留意，或许会发现人类的进步，其实源自于对无知的克服，从认识到我们所处的世界，从解密...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>学科学，打卡大装置创作集卡活动</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>中国都有哪些大科学装置？它们有多牛？你可能见过贵州深山老林间的这口「大锅」，它是遥观宇宙的「...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>要亲眼目睹科学盛典，就在下周六</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>面对生活里的一切未知你是否期待一个机会？一个能够与科学家们共同寻找答案的机会？每一年，知乎的...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>1049</td>\n",
       "      <td>那些值得关注的公共帐号</td>\n",
       "      <td>2014-01-19</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>不久之后就是春节，和远方的家人团聚，谈论这一年的起起落落。浸在琐碎日常里，有价值的阅读显得更...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>1050</td>\n",
       "      <td>想到什么搜什么！</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "      <td>知乎微信可以怎么用？点击「阅读原文」，一起加入知乎~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>1051</td>\n",
       "      <td>【官方出品】把知乎装进口袋里</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "      <td>知乎是什么？点击「阅读原文」立刻获得「知乎」客户端~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>1052</td>\n",
       "      <td>【知乎日报】明白人说新鲜事</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "      <td>为什么要阅读知乎日报？点击「阅读原文」立刻获得「知乎日报」客户端~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>1053</td>\n",
       "      <td>【推荐】值得关注的公众号</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "      <td>这个年代，手机就像个变形金刚，随时变成你想要的东西。圣诞节，知乎的礼物不能在半夜送达，就给大...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1054 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0               title create_time  \\\n",
       "0              0  它看似平平无奇，却改变了所有人的生活  2021-05-27   \n",
       "1              1     向你提问的，都是中国顶尖科学家  2021-05-27   \n",
       "2              2     科普视频大赛，这次可是国际级别  2021-05-27   \n",
       "3              3     学科学，打卡大装置创作集卡活动  2021-05-27   \n",
       "4              4     要亲眼目睹科学盛典，就在下周六  2021-05-27   \n",
       "...          ...                 ...         ...   \n",
       "1049        1049         那些值得关注的公共帐号  2014-01-19   \n",
       "1050        1050            想到什么搜什么！  2013-12-25   \n",
       "1051        1051      【官方出品】把知乎装进口袋里  2013-12-25   \n",
       "1052        1052       【知乎日报】明白人说新鲜事  2013-12-25   \n",
       "1053        1053        【推荐】值得关注的公众号  2013-12-25   \n",
       "\n",
       "                                                   link  \\\n",
       "0     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "1     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "2     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "3     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "4     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "...                                                 ...   \n",
       "1049  http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "1050  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...   \n",
       "1051  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...   \n",
       "1052  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...   \n",
       "1053  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...   \n",
       "\n",
       "                                                     内容  \n",
       "0     一个冷知识：你知道Wi-Fi是怎么发明出来的吗？不是网络服务商开发，也不是通信从业者研发，是...  \n",
       "1     在科幻小说《三体》中，地球的基础理论研究被三体文明锁死，所有科技发展停滞不前，三体文明以此对...  \n",
       "2     如果你稍加留意，或许会发现人类的进步，其实源自于对无知的克服，从认识到我们所处的世界，从解密...  \n",
       "3     中国都有哪些大科学装置？它们有多牛？你可能见过贵州深山老林间的这口「大锅」，它是遥观宇宙的「...  \n",
       "4     面对生活里的一切未知你是否期待一个机会？一个能够与科学家们共同寻找答案的机会？每一年，知乎的...  \n",
       "...                                                 ...  \n",
       "1049  不久之后就是春节，和远方的家人团聚，谈论这一年的起起落落。浸在琐碎日常里，有价值的阅读显得更...  \n",
       "1050                         知乎微信可以怎么用？点击「阅读原文」，一起加入知乎~  \n",
       "1051                         知乎是什么？点击「阅读原文」立刻获得「知乎」客户端~  \n",
       "1052                  为什么要阅读知乎日报？点击「阅读原文」立刻获得「知乎日报」客户端~  \n",
       "1053  这个年代，手机就像个变形金刚，随时变成你想要的东西。圣诞节，知乎的礼物不能在半夜送达，就给大...  \n",
       "\n",
       "[1054 rows x 5 columns]"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_col = pd.concat([df_知乎,df_知乎详细页[\"内容\"]], axis=1)\n",
    "df_col"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "      <th>内容</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>它看似平平无奇，却改变了所有人的生活</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>一个冷知识：你知道Wi-Fi是怎么发明出来的吗？不是网络服务商开发，也不是通信从业者研发，是...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>向你提问的，都是中国顶尖科学家</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>在科幻小说《三体》中，地球的基础理论研究被三体文明锁死，所有科技发展停滞不前，三体文明以此对...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>科普视频大赛，这次可是国际级别</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>如果你稍加留意，或许会发现人类的进步，其实源自于对无知的克服，从认识到我们所处的世界，从解密...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>学科学，打卡大装置创作集卡活动</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>中国都有哪些大科学装置？它们有多牛？你可能见过贵州深山老林间的这口「大锅」，它是遥观宇宙的「...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>要亲眼目睹科学盛典，就在下周六</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>面对生活里的一切未知你是否期待一个机会？一个能够与科学家们共同寻找答案的机会？每一年，知乎的...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>1049</td>\n",
       "      <td>那些值得关注的公共帐号</td>\n",
       "      <td>2014-01-19</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...</td>\n",
       "      <td>不久之后就是春节，和远方的家人团聚，谈论这一年的起起落落。浸在琐碎日常里，有价值的阅读显得更...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>1050</td>\n",
       "      <td>想到什么搜什么！</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "      <td>知乎微信可以怎么用？点击「阅读原文」，一起加入知乎~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>1051</td>\n",
       "      <td>【官方出品】把知乎装进口袋里</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "      <td>知乎是什么？点击「阅读原文」立刻获得「知乎」客户端~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>1052</td>\n",
       "      <td>【知乎日报】明白人说新鲜事</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "      <td>为什么要阅读知乎日报？点击「阅读原文」立刻获得「知乎日报」客户端~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>1053</td>\n",
       "      <td>【推荐】值得关注的公众号</td>\n",
       "      <td>2013-12-25</td>\n",
       "      <td>http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...</td>\n",
       "      <td>这个年代，手机就像个变形金刚，随时变成你想要的东西。圣诞节，知乎的礼物不能在半夜送达，就给大...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1054 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0               title create_time  \\\n",
       "0              0  它看似平平无奇，却改变了所有人的生活  2021-05-27   \n",
       "1              1     向你提问的，都是中国顶尖科学家  2021-05-27   \n",
       "2              2     科普视频大赛，这次可是国际级别  2021-05-27   \n",
       "3              3     学科学，打卡大装置创作集卡活动  2021-05-27   \n",
       "4              4     要亲眼目睹科学盛典，就在下周六  2021-05-27   \n",
       "...          ...                 ...         ...   \n",
       "1049        1049         那些值得关注的公共帐号  2014-01-19   \n",
       "1050        1050            想到什么搜什么！  2013-12-25   \n",
       "1051        1051      【官方出品】把知乎装进口袋里  2013-12-25   \n",
       "1052        1052       【知乎日报】明白人说新鲜事  2013-12-25   \n",
       "1053        1053        【推荐】值得关注的公众号  2013-12-25   \n",
       "\n",
       "                                                   link  \\\n",
       "0     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "1     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "2     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "3     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "4     http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "...                                                 ...   \n",
       "1049  http://mp.weixin.qq.com/s?__biz=MTUzODMyMzcwMQ...   \n",
       "1050  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...   \n",
       "1051  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...   \n",
       "1052  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...   \n",
       "1053  http://mp.weixin.qq.com/mp/appmsg/show?__biz=M...   \n",
       "\n",
       "                                                     内容  \n",
       "0     一个冷知识：你知道Wi-Fi是怎么发明出来的吗？不是网络服务商开发，也不是通信从业者研发，是...  \n",
       "1     在科幻小说《三体》中，地球的基础理论研究被三体文明锁死，所有科技发展停滞不前，三体文明以此对...  \n",
       "2     如果你稍加留意，或许会发现人类的进步，其实源自于对无知的克服，从认识到我们所处的世界，从解密...  \n",
       "3     中国都有哪些大科学装置？它们有多牛？你可能见过贵州深山老林间的这口「大锅」，它是遥观宇宙的「...  \n",
       "4     面对生活里的一切未知你是否期待一个机会？一个能够与科学家们共同寻找答案的机会？每一年，知乎的...  \n",
       "...                                                 ...  \n",
       "1049  不久之后就是春节，和远方的家人团聚，谈论这一年的起起落落。浸在琐碎日常里，有价值的阅读显得更...  \n",
       "1050                         知乎微信可以怎么用？点击「阅读原文」，一起加入知乎~  \n",
       "1051                         知乎是什么？点击「阅读原文」立刻获得「知乎」客户端~  \n",
       "1052                  为什么要阅读知乎日报？点击「阅读原文」立刻获得「知乎日报」客户端~  \n",
       "1053  这个年代，手机就像个变形金刚，随时变成你想要的东西。圣诞节，知乎的礼物不能在半夜送达，就给大...  \n",
       "\n",
       "[1054 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with pd.ExcelWriter('知乎公众号数据爬取.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_col.to_excel(writer,sheet_name=\"数据\")\n",
    "display(df_col)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 完成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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